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Midway through 2024, foot traffic to Lowe’s and Home Depot – the leaders in the home improvement space – is climbing. What’s driving these retailers’ recent visit growth? We dove into the data to find out.
After a meteoric rise in foot traffic during the pandemic, the home improvement segment has experienced a turbulent few years – one of the primary reasons being a cool housing market that has curbed demand for projects. But after a significant period of consistent YoY visit gaps, visits to Lowe’s and Home Depot in 2024 appear to be matching and even slightly surpassing 2023 levels.
Between Q3 2023 and Q2 2024, Lowe’s and Home Depot both saw their YoY visit gaps gradually narrow and then close – finishing out Q2 with modest YoY gains. This turnaround may have been partly due to modest lifts in new home sales at the start of 2024 compared to 2023 – spurring an uptick in home improvement projects in the following months.
And though YoY visits to both retailers experienced a decline in July 2024 – perhaps due to May and June’s YoY declines in new and existing home sales – recent indications that the housing market may be heating up may bode well for the home improvement category in the second half of 2024 and beyond.

In addition to an increase in YoY visits, the resurgence of cross-shopping behavior between Home Depot and Lowe’s further suggests that a turnaround may be unfolding in the home improvement space. Location analytics shows that during recent home improvement booms, cross shopping between the two retailers was common, perhaps as judicious consumers taking on large projects looked to explore their options.
In Q2 of 2020 and 2021 – periods of strong foot traffic for both retailers – a large share of Lowe’s visitors also visited Home Depot. And although Lowe’s maintains a smaller retail footprint than Home Depot, many of Home Depot’s visitors visited a Lowe’s store as well.
But in the years that followed, economic headwinds led many consumers to defer their projects, and cross-shopping behavior began to moderate. In Q2 2023, only 48.8% of visitors to Lowe’s also visited Home Depot, and just 44.8% of Home Depot’s visitors visited Lowe’s.
However, in Q2 2024, consumers’ home improvement cross-shopping showed signs of a potential change of course. During the period, cross shopping between the brands climbed to 51.5% for Lowe’s and 45.7% for Home Depot. A return to in-store comparison shopping could mean that consumers are again taking on higher-stakes home improvement projects, which justify a visit to both retailers.

After an extended period of YoY visit gaps, foot traffic to the home improvement leaders is on the rise. Will Lowe’s and Home Depot continue to build on these positive visitation trends?
Visit Placer.ai to find out.

With H2 2024 underway, we took a look at the foot traffic performance of superstores Walmart and Target, and membership warehouse clubs BJ’s Wholesale Club, Sam’s Club, and Costco. How did foot traffic compare to 2023’s visitation patterns? And what special events helped propel visits?
Superstores have been thriving – with YoY visits to retail giants Walmart and Target elevated consistently since May 2024. And though Target had a slower start to the year, YoY foot traffic to the chain picked up in Q2, and the retailer has been flourishing since. (Target and Walmart's April 2024 YoY foot traffic drops are likely attributable in part to calendar shifts: April 2023 had one more weekend than April 2024 – and one of them was Easter.)
Membership warehouse clubs have been faring even better, with Costco leading the pack in Q2. BJ’s and Sam’s Club also experienced strong visit growth, with July visits elevated by 5.6% YoY for both brands.

A closer look at the baseline change in quarterly visits since Q2 2019 further highlights the strong positioning of superstores and wholesale clubs in 2024. All five retailers drew more visits in Q2 2024 than they did pre-pandemic (Q2 2019).
But these visit increases have not been equally distributed across the retailers: While all of them experienced growth relative to a Q2 2019 baseline, membership warehouse visits have been outpacing those of superstores on a consistent basis since Q1 2023. As prime destinations for inexpensive, bulk buying, the segment has likely been buoyed by families and younger consumers seeking ways to save money on groceries and other basics amid high prices.

But superstores have also been having a moment. And one factor which may have contributed to Target’s Q2 2024 turnaround is its doubling down on loyalty: In April 2024, the chain revamped its Target Circle Rewards, adding, among other things, a new paid tier called Target Circle 360.
A key benefit of Target’s loyalty program, which is free to join for the regular tiers, is access to deep discounts during Target Circle Week. This year, the big sales event took place between July 7th and 13th – and examining foot traffic trends to the chain reveals that the promotion fueled a major visit boost: During the week of July 8th, weekly visits to Target were the highest they’ve been since the start of the year, and 6.8% higher than 2024’s weekly visit average. This year’s Circle Week visits also outperformed last year’s by 8.7%.
This demonstrates how the revamped loyalty program and exclusive sales events are successfully driving more customers to Target stores. And other retailers are taking note, with Walmart debuting its own major summer sales events and Costco and Sam’s Club battling it out for the most affordable prices – a major win for shoppers nationwide.

Superstores enjoyed elevated visitation patterns in Q2 2024. Will the superstore and wholesale club price wars continue? And with back-to-school shopping well underway, and the holiday shopping season quickly approaching, how will these retailers continue to perform?
Visit Placer.ai to keep up with the latest data-driven retail news.

Summer is underway, and malls are still bustling. In July 2024, visits to indoor malls and open-air shopping centers were up 2.5% and 2.4%, respectively, compared to the equivalent period of 2023. Though these year-over-year (YoY) increases were more moderate than the significant jumps observed in May and June, they underscore the segment’s continued solid positioning. Outlet malls, for their parts, saw a slight 0.4% decline in mall visits compared to July 2023.
At first glance, July’s softer numbers – particularly for outlet malls – may appear to herald the start of a retail and mall visit summer slow-down. But zooming into weekly visit data offers further context that can shed light on what may lie ahead in the coming months.

Analyzing week-over-week (WoW) visit trends shows that during the last two weeks of June and the first two weeks of July, all three mall indexes saw visits either decline or hold steady from week to week. The one notable exception was outlet malls – which experienced an impressive and sudden 13.7% WoW surge in visits to outlet malls during the first week of July, driven by the segment's exceptional Independence Day draw. Outlet malls’ subsequent WoW visit drop also reflects this exceptional Fourth of July peak.
The final two weeks of July showed a change in visit trajectory, with all three mall segments experiencing growing WoW visit gains as traffic picked up towards the end of the month. This upward trend can likely be attributed to the back-to-school season getting into full swing, with sales typically running from mid to late July through August and into mid-September.
Here too, the late July WoW visit gains were strongest for outlet malls – perhaps showcasing consumers' prioritization of budget shopping ahead of the new school year.

The Placer.ai Mall Index has frequently highlighted the power of special calendar milestones to drive significant shopping center visit spikes. And Independence Day is no exception.
On July 4th, shoppers nationwide flock to stores for holiday deals, often after enjoying hotdogs, hamburgers, and other festive treats. But though all three mall types have shops that are open on the holiday, it is outlet malls that really draw the crowds. On July 4th, 2024, visits to outlet malls shot up 50.7% compared to an average YTD Thursday. Foot traffic to indoor malls and open-air shopping centers, on the other hand, remained below levels usually seen on Thursdays.
Between Fourth of July sales and a long, summer holiday weekend, many consumers chose to spend their time off this year driving out to outlet malls and browsing their offerings to find the best deals.

Between the Fourth of July and back-to-school shopping, July was yet another busy month across shopping malls nationwide. But how will malls continue to fare in August as school goes back into session and summer vacationers go back to work?
Follow our blog at Placer.ai to find out.

Employers from local governments to major corporations are tightening their return-to-office (RTO) policies – cracking down on practices like coffee-badging and requiring employees to relocate closer to the workplace. Last month, the Placer.ai Nationwide Office Building Index showed that offices throughout much of the U.S. were the busiest they’d been since the pandemic. But what happened in July 2024?
We dove into the data to find out.
In July 2024, visits to office buildings nationwide were down just 27.8% compared to July 2019 – outpacing even June 2024’s impressive showing. Stated differently, July 2024 office building foot traffic reached 72.2% of July 2019 levels – and the highest it’s been since the pandemic. So even if some RTO mandates are intended to encourage “voluntary turnover” – i.e. make some workers quit – stricter face time policies are also having an appreciable impact on the ground.

Drilling down into the data for major cities nationwide shows that, once again, Miami and New York led the regional recovery pack in July – with visits to offices in both cities reaching about 90% of July 2019 levels. For both cities, as well as Atlanta, Boston, Chicago, Denver, Los Angeles, and San Francisco, July 2024 was the single busiest in-office month since 2020. And though Dallas and Washington, D.C. experienced busier months earlier in the year, both hubs outperformed the nationwide baseline in July – with local offices recouping 76.9% and 73.9%, respectively, of July 2019 office foot traffic.
Houston office visits, for their part, continued to be weighed down by stormy weather – with flooding and power outages in the wake of hurricane Beryl keeping many local residents hunkered down at home.

Despite these differences, all 11 analyzed cities experienced year-over-year (YoY) visit growth in July 2024 – further evidence that the office recovery remains very much underway. Miami led with 22.8% YoY visit growth, followed by West Coast hubs San Francisco and Los Angeles. And though hurricane-hit Houston unsurprisingly lagged behind other cities, it too saw YoY growth.

“Hushed hybrid” trends notwithstanding, offices were busier in July 2024 than during any other month since the pandemic. How much longer will the RTO continue to accelerate?
Follow Placer.ai’s data-driven office recovery analyses to find out.

After theaters were dominated by Barbenheimer in 2023, 2024 is shaping up to be another record-breaking year, with several big-name releases. We took a closer look at visitation patterns at major movie theater chains – AMC Theatres, Regal Cinemas, and Cinemark – to analyze how foot traffic has been impacted by the highly anticipated summer releases of Deadpool & Wolverine and Twisters.
Last year was one of the most exciting ones in recent memory for cinema, with multiple films breaking box-office records and driving foot traffic at movie theaters across the country. But 2024 has had plenty of tricks up its cinematic sleeve, and several summer releases have been meeting the high bar set by Barbenheimer. Inside Out 2, released nationwide on June 14th 2024, kickstarted the summer with a major movie-goer visit boost– and Deadpool & Wolverine, released on July 26, 2024 brought out even bigger crowds.
Indeed, the superhero crossover movie Deadpool & Wolverine is set to be one of the best-performing films of 2024. During the week of July 22nd, 2024 – when Deadpool & Wolverine was released – visits to movie leaders AMC Theatres, Regal Cinemas, and Cinemark jumped by 132.7% to 140.5% compared to a YTD weekly average. Twisters, released on July 19th, also drove impressive visit boosts ranging from 39.8% to 48.3% during the week of July 15th.

Early screenings have always been a big driver of visits for those lucky enough to grab tickets. And on the day before Deadpool & Wolverine’s big July 26th release, movie theaters already started filling up. On Thursday, July 25th, 2024, visits to AMC, Regal, and Cinemark were up a whopping 231.4% to 249.7% compared to a YTD Thursday average. And Friday, Saturday, and Sunday continued to see visit numbers significantly higher than the YTD visit averages for those days of the week, confirming the movie’s ability to drive visits to theaters. (In absolute terms, Saturday, July 27th was the cinema leaders’ busiest day of the year so far – but since Saturdays tend to be busier than Thursdays, the relative visit spike was somewhat smaller).

Drilling down into the data for major markets shows that though Deadpool & Wolverine was the runaway hit of the summer, Twisters also drove significant visit spikes throughout the country. And of the major markets, some of Twisters’ biggest visit boosts took place in states with plenty of hands-on tornado experience – like Texas, where July 19th visits to AMC, Regal, and Cinemark (combined) were up 98.5% compared to a YTD daily average.

Indeed, looking at the states where Twisters drove the biggest visit spikes shows that many of the top performers were in tornado-prone areas. Oklahoma – where much of the movie was filmed – saw the most impressive Twisters foot traffic bump, with visits to leading cinemas up 224.1% on July 19th, 2024 compared to a YTD daily average. And the tornado-focused thriller also drew outsize crowds in other states where the theme of the movie was more likely than average to resonate with local audiences’ personal experiences – including Arkansas, Alabama, Tennessee, Iowa, Missouri, and Kansas.

Blockbuster releases like Deadpool & Wolverine, Twisters, and Inside Out 2 highlight the enduring appeal of out-of-home entertainment, and proves that movie theaters are as relevant as ever.
With more highly-anticipated releases still yet to come in 2024, can movie theaters across the country continue to break visit records?
Visit Placer.ai to stay on top of the latest data-driven leisure and entertainment stories.

Ahead of Toyota’s August 1st earnings call, we dove into the data to explore Q2 2024 visitation patterns at Toyota dealerships nationwide. How did year-over-year (YoY) foot traffic to Toyota showrooms perform in Q2 2024 – and what happened in June 2024, when the CDK Global outage caused paralysis across the industry? Who are the customers driving growth for Toyota – and what lies in store for the brand in the months ahead?
We dove into the data to find out.
During the second quarter of 2024, Toyota subsidiary TMNA (Toyota Motor North America, Inc.) reported a remarkable 9.2% year-over-year (YoY) increase in U.S. Toyota vehicle sales, buoyed by rising demand for hybrid cars. (The company also owns the luxury Lexus line).
And foot traffic data shows that U.S. Toyota dealerships have indeed been significantly busier in Q2 2024 than in Q2 2023, outperforming the wider space. Apart from the regular portion of repair and maintenance visits, the auto brand’s YoY visit growth also reflects an increase in interested buyers. In April and May 2024, Toyota dealerships saw respective YoY visit boosts of 8.6% and 7.4%. And though the pace of YoY foot traffic growth to dealerships dropped in June 2024 – likely due in part to the CDK outage – the brand appears poised for continued visit success throughout the rest of the year.

Toyota’s outsize success is likely due, in part, to its broad appeal – amongst everyone from price-conscious families seeking to maximize reliability and fuel efficiency to more affluent consumers that place a high premium on style. Toyota’s Certified Used Vehicles offering also draws in customers looking for trustworthy, pre-owned cars.
Analyzing Toyota dealerships’ captured markets with psychographics from Spatial.ai’s PersonaLive shows that their trade areas are economically diverse. Toyota attracts customers from areas with higher-than-average shares of both middle and working-class families, as well as more affluent ones. And Young Urban Singles are also more likely than average to visit Toyota dealerships.

Still, in Q2 2024, Toyota dealerships attracted a slightly more affluent consumer than average. The median household income (HHI) of the dealerships’ captured markets was $77.0K, just above the nationwide baseline of $76.1K. And looking at changes in Toyota’s audience over time also shows that the median HHI of its customer base has increased steadily over the past few years – rebounding to, and even exceeding, pre-pandemic levels. In the face of high interest rates, consumers with less room in their budgets may be cutting back on visits to car dealerships. And Toyota’s hybrid first strategy may also be increasing its appeal among more affluent car owners, who are more likely to purchase hybrid vehicles.

Will Toyota continue to thrive in the months ahead? And how will its customer base continue to evolve as inflation stabilizes and interest rates eventually come down?
Follow Placer.ai’s data-driven retail analyses to find out.

Stadiums and arenas – and the communities they call home – have a stake in cultivating engaged team fanbases eager to participate in live events. And venues and teams can employ a variety of strategies to strengthen their connection with fans and draw crowds to the stands.
In this report, we leverage location analytics and audience segmentation to uncover some of the ways that sports franchises and venues are driving engagement – attracting visitors from farther away and appealing to fans more likely to splurge on stadium fare. How does the signing of a star athlete impact arena visitor profiles? What happens to stadium visitation trends when a team’s performance improves dramatically? And how can teams and venues tailor their offerings to more effectively cater to visitor preferences?
We dove into the data to find out.
In sports, the signing of a star athlete can have a ripple effect across the organization, hometown, and league. In addition to driving up overall attendance at games, star power can impact everything from visit frequency to audience profile – and the buying power of stadium attendees.
Lionel Messi’s move to Inter Miami CF after decades of European play brought a foot traffic boost to Chase Stadium (formerly DRV PNK Stadium). But it also shifted the demographics of stadium visitors and increased the distance they traveled to attend a game.
At Inter Miami’s 2022 and 2023 home openers without Messi (he joined the team mid-season in 2023), only 6.4% and 5.3% of visitors to Chase Stadium came from over 250 miles away. But for the 2024 home opener with Messi on the squad, 31.3% of stadium visitors traveled more than 250 miles to attend.
The demographics of visitors at the home opener also changed with Messi on the team. Trade area data combined with the Spatial.ai: PersonaLive dataset reveals that the 2024 home opener received a smaller share of households in the “Near-Urban Diverse Families” (11.2%) and “Young Urban Singles” (7.2%) segments than the two previous years. Meanwhile, shares of “Sunset Boomers” (13.0%) and “Ultra Wealthy Families” (20.1%) increased, indicating that Messi brought an older and more affluent demographic of visitors to the stadium compared to previous years. Messi’s arrival has generated increased revenue for Inter Miami CF, Major League Soccer, and Apple TV+, which has exclusive streaming rights for MLS games. And an influx of affluent out-of-town visitors also has the potential to drive positive outcomes for tourism and employment in the Miami area.
Caitlin Clark’s WNBA debut was another star-powered game changer – this time for women’s basketball. After dazzling the sports world during her college basketball career, Caitlin Clark was drafted first overall to the Indiana Fever before the 2024 WNBA season. The superstar’s arrival has had a staggering economic impact on the city of Indianapolis and the Fever franchise, highlighting the benefit of a top athlete within the local community. However, Clark’s stardom also had a far-reaching impact on the league as a whole, adding tremendous value to the WNBA. Trade area analysis reveals that several WNBA arenas saw an uptick in visitor affluence when hosting the Fever with Clark in the lineup – likely driven in part by the elevated ticket prices associated with her appearances.
When the Minnesota Lynx hosted the Fever on July 14th, 2024, for example, the median HHI of Target Center’s captured market shot up to just over $93K/year, well above the median HHIs for the games immediately before and after that event. (A venue’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the venue’s visitor base.) Similarly, the Fever’s away game against the Connecticut Sun on May 14th, 2024 at Mohegan Sun Arena drove a higher audience median HHI ($103.6K/year) than either of the Sun’s next two home games.
Having a superstar on the roster can drive positive outcomes locally and league-wide – but overall team success is the ultimate goal for any franchise. So it may come as no surprise that stadiums and arenas can drive engagement when their home teams perform well on the field or court. And teams that reverse their fortunes often spark even greater excitement, boosting visitor loyalty, visit duration, and other key metrics.
The Baltimore Orioles had one of the worst records in baseball just a few years ago. But since 2022, the team has flipped the script – stringing together winning seasons and postseason berths. And location intelligence shows that as the team finds success, fans are becoming more engaged with their hometown stadium.
During the 2019 regular season, one of the worst for the club in recent history, stadium attendance suffered, with only 8.3% of visitors to Oriole Park at Camden Yards visiting the stadium at least three times. But during the 2024 regular season, Oriole Park’s share of repeat visitors (those who visited at least three times) was almost double 2019 levels (16.3%) – consistent with a sharp increase in sales of multi-game ticket packages.
In addition to attending games more often, visitors to Oriole Park also appear to be spending more time at the ballpark. During the 2019 regular season, visitors spent an average of 150 minutes at the stadium, but in 2024, the average time at the park increased to 178 minutes – potentially boosting ancillary spending and in-stadium advertising exposure. The increased dwell time of visitors is particularly noteworthy when considering that MLB’s rule changes have significantly shortened average game time.
The more engaged fandom engendered by team success not only impacts stadium visitor behavior, but also has the potential to drive revenue. The Orioles added 20 new corporate sponsors before the 2024 season, likely due to the attention garnered by the well-performing club.
The NFL’s Detroit Lions provide another example of team success that has driven visitor engagement. As the franchise has improved its record in recent years, the trade area size of its stadium – Ford Field – has also increased, indicating elevated attendance from fans living further away.
The Lions finished the regular season with losing records from 2019 to 2021, but finished over .500 in 2022 (9-8), 2023 (12-5), and 2024 (15-2). And with the team’s increasing wins each consecutive season, the size of its stadium's trade area has also increased steadily – reaching 81.3% above 2019 levels in 2024.
This underscores just how much team success matters to fans, who may be more inclined to travel longer distances if they believe their team is likely to win. Ultimately, broader fan engagement across a wider trade area also increases a team’s growth potential beyond in-stadium attendance – driving merchandise sales, increasing viewership, and benefitting both the team and the league as a whole.
While stadium attendance and visitor behavior is often correlated to the performance of the sports teams that play in the arena, sporting venues can also drive fan engagement in ways that aren’t solely tied to team success or big-name athletes. By adapting their concessions and venue operations to visitor preferences, stadiums and arenas can better serve their audiences and strengthen their community presence.
Consumers have been feeling the pinch of rising food costs for quite some time, but at least one NBA team has responded to make concessions at the game more affordable for fans. In December 2024, the Phoenix Suns announced a $2 value menu for all home games at Footprint Center – delivering steep discounts on hot dogs, water, soda, and snacks.
Location analytics suggest that since the value menu launch, more fans who would have otherwise waited until after leaving the venue to grab a bite are now enjoying food and drinks inside the arena. Analysis of five Suns home games just before the value menu launch – between November 26th and December 15th, 2024 – reveals that between 7.0% and 9.3% of stadium visitors visited a dining establishment after leaving the arena. But following the value menu launch before the December 19th, 2024 home game, post-game dining decreased to under 6.0% through the end of the year.
Suns owner Mat Ishbia’s announcement of the new menu called out the need for affordable food options for families at Suns games. As the season progresses, the new menu may drive a larger share of family households to Suns games, which could provide opportunities for advertisers and other stadium partners.
Consumers in Washington – and especially Seattle – are known for their affinity for plant-based diets and environmentally-friendly lifestyles. And that goes for local football fans as well: Audience segmentation provided by the AGS: Behavior & Attitudes dataset combined with trade area data reveals that during September to December 2024, households within Lumen Field’s potential visitor base were 36% more likely to be “Environmentally Conscious Buyers” and “Environmental Contributors” and 39% more likely to be “Vegans” compared to the nationwide average. By contrast, across all NFL stadiums, potential visiting households were 2%, 1%, and 3% less likely, respectively, to belong to these segments.
And Lumen Field has been actively catering to these consumer preferences. The stadium, which has been experimenting with plant-based culinary options for quite some time, was recently recognized as one of the most vegan-friendly stadiums in the NFL. And in December 2024, Lumen became the second stadium in the league to achieve TRUE precertification for its efforts to become a zero-waste venue.
By remaining aligned with its visitor base – including both football fans and people that visit the stadium for other events – Lumen Field encourages visitors to feel at home at their local stadium. And fans may be more connected to their team knowing the club shares their values and respects their lifestyle.
Stadiums and arenas can leverage a variety of strategies to engage visitors in attendance as well as wider audiences. Signing a star athlete, putting together a winning club, or adapting to local preferences are just some of the ways that sports franchises and athletic venues can find success.

Starbucks. Amazon. Barclays. AT&T. UPS. These are just some of the major corporations that have made waves in recent months with return-to-office (RTO) mandates requiring employees to show up in person more often – some of them five days a week.
But how are crackdowns like these taking shape on the ground? Is the office recovery still underway, or has it run its course? And how are evolving in-office work patterns impacting commuting hubs and dining trends? This white paper dives into the data to assess the state of office recovery in 2024 – and to explore what lies ahead for the sector in 2025.
In 2024, office foot traffic continued its slow upward climb, with visits to the Placer.ai Office Index down just 34.3% compared to 2019. (In other words, visits to the Placer.ai Office Index were 65.7% of their pre-COVID levels). And zooming in on year-over-year (YoY) trends reveals that office visits grew by 10.0% in 2024 compared to 2023 – showing that employee (and manager) pushback notwithstanding, the RTO is still very much taking place.
Indeed, diving into quarterly office visit fluctuations since Q4 2019 shows that office visits have been on a slow, steady upward trajectory since Q2 2020, following – at least since 2022 – a fairly consistent seasonal pattern. In Q1, Q2, and Q3 of each year, office visit levels increased steadily before dipping in holiday-heavy Q4 – only to recover to an even higher start-of-year baseline in the following Q1.
Between Q1 and Q3 2022, for example, the post pandemic office visit gap (compared to a Q4 2019 baseline) narrowed from 63.1% to 47.5%. It then widened temporarily in Q4 before reaching a new low – 41.4% – in Q1 2023. The same pattern repeated itself in both 2023 and 2024. So even though Q4 2024 saw a predictable visit decline, the first quarter of Q1 2025 may well set a new RTO record – especially given the slew of strict RTO mandates set to take effect in Q1 at companies like AT&T and Amazon.
Despite the ongoing recovery, the TGIF work week – which sees remote-capable employees concentrating office visits midweek and working remotely on Fridays – remains more firmly entrenched than ever.
In 2024, just 12.3% of office visits took place on Fridays – less than in 2022 (13.3%) and on par with 2023 (12.4%). Though Fridays were always popular vacation days – after all, why not take a long weekend if you can – this shift represents a significant departure from the pre-COVID norm, which saw Fridays accounting for 17.3% of weekday office visits.
Unsurprisingly, Tuesdays and Wednesdays remained the busiest in-office days of the week, followed by Thursdays. And Mondays saw a slight resurgence in visit share – up to 17.9% from 16.9% in 2023 – suggesting that as the RTO progresses, Manic Mondays are once again on the agenda.
Indeed, a closer look at year-over-five-year (Yo5Y) visit trends throughout the work week shows that on Tuesdays and Wednesdays, 2024 office foot traffic was down just 24.3% and 26.9%, respectively, compared to 2019 levels. The Thursday visit gap registered at 30.3%, while the Monday gap came in at 40.5%.
But on Fridays, offices were less than half as busy as they were in 2019 – with foot traffic down a substantial 53.2% compared to 2019.
Before COVID, long commutes on crowded subways, trains, and buses were a mainstay of the nine-to-five grind. But the rise of remote and hybrid work put a dent in rush hour traffic – leading to a substantial slowdown in the utilization of public transportation. As the office recovery continues to pick up steam, examining foot traffic patterns at major ground transportation commuting hubs, such as Penn Station in New York or Union Station in Washington, D.C., offers additional insight into the state of RTO.
Rush hour, for one thing – especially in the mornings – isn’t quite what it used to be. In 2024, overall visits to ground transportation hubs were down 25.0% compared to 2019. But during morning rush hour – weekdays between 6:00 AM and 9:00 AM – visits were down between 44.6% and 53.0%, with Fridays (53.0%) and Mondays (49.7%) seeing the steepest drops. Even as people return to the office, it seems, many may be coming in later – leaning into their biological clocks and getting more sleep. And with today’s office-goers less likely to be suburban commuters than in the past (see below), hubs like Penn Station aren’t as bustling first thing in the morning as they were pre-pandemic.
Evening rush hour, meanwhile, has been quicker to bounce back, with 2024 visit gaps ranging from 36.4% on Fridays to 30.0% on Tuesdays and Wednesdays. Office-goers likely form a smaller part of the late afternoon and evening rush hour crowd, which may include more travelers heading to a variety of places. And commuters going to work later in the day – including “coffee badgers” – may still be apt to head home between four and seven.
The drop in early-morning public transportation traffic may also be due to a shift in the geographical distribution of would-be commuters. Data from Placer.ai’s RTO dashboard shows that visits originating from areas closer to office locations have recovered faster than visits from farther away – indicating that people living closer to work are more likely to be back at their desks.
And analyzing the captured markets of major ground transportation hubs shows that the share of households from “Principal Urban Centers” (the most densely populated neighborhoods of the largest cities) rose substantially over the past five years. At the same time, the share of households from the “Suburban Periphery” dropped from 39.1% in 2019 to 32.7% in 2024. (A location’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the location’s visitor base.)
This shift in the profile of public transportation consumers may explain the relatively slow recovery of morning transportation visits: City dwellers , who seem to be coming into the office more frequently than suburbanites, may not need to get as early a start to make it in on time.
While the RTO debate is often framed around employer and worker interests, what happens in the office doesn’t stay in the office. Office attendance levels leave their mark on everything from local real estate markets to nationwide relocation patterns. And industries from apparel to dining have undergone significant shifts in the face of evolving work routines.
Within the dining space, for example, fast-casual chains have always been workplace favorites. Offering quick, healthy, and inexpensive lunch options, these restaurants appeal to busy office workers seeking to fuel up during a long day at their desks.
Traditionally, the category has drawn a significant share of its traffic from workplaces. And after dropping during COVID, the share of visits to leading fast-casual brands coming from workplaces is once again on the rise.
In 2019, for example, 17.3% of visits to Chipotle came directly from workplaces, a share that fell to just 11.6% in 2022. But each year since, the share has increased – reaching 16.0% in 2024. Similar patterns have emerged at other segment leaders, including Jersey Mike’s Subs, Panda Express, and Five Guys. So as people increasingly go back to the office, they are also returning to their favorite lunch spots.
For many Americans, coffee is an integral part of the working day. So it may come as no surprise that shifting work routines are also reflected in visit patterns at leading coffee chains.
In 2019, 27.5% of visits to Dunkin’ and 20.1% of visits to Starbucks were immediately followed by a workplace visit, as many employees grabbed a cup of Joe on the way to work or popped out of the office for a midday coffee break. In the wake of COVID, this share dropped for both coffee leaders. But since 2022, it has been steadily rebounding – another sign of how the RTO is shaping consumer behavior beyond the office.
Five years after the pandemic upended work routines and supercharged the soft pants revolution, the office recovery story is still being written. Workplace attendance is still on the rise, and restaurants and coffee chains are in the process of reclaiming their roles as office mainstays. Still, office visit data and foot traffic patterns at commuting hubs show that the TGIF work week is holding firm – and that people aren’t coming in as early or from as far away as they used to. As new office mandates take effect in 2025, the office recovery and its ripple effects will remain a story to watch.
